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This paper introduces the Adversarial Empathy Benchmark (AEB) and Emotional Consistency Score (ECS) to test the robustness of RLVER-trained models against adversarial user behaviors. Results show that while RLVER improves emotional responsiveness, it does not significantly enhance the model's ability to track user emotional states under adversarial conditions.